I recommend a hybrid ownership model: the business function that benefits owns the process outcome, IT owns the platform, security and access, and a named Automation Steward — internal or outsourced — is accountable for the backlog, deployments, monitoring and day-to-day maintenance and handover approvals.
- Split ownership: business owns the outcome, IT owns the platform, and a named Automation Steward owns the lifecycle.
- Name a single Automation Steward for every automation to manage deployments, monitoring and tickets.
- Use a 30/60/90 handover checklist that forces runbooks, rollback plans and training before production.
- Budget for recurring maintenance and platform licences; maintenance is an ongoing line item, not a one-off.
- Maintain a central inventory, naming rules and a deprecation policy so automations do not become hidden debt.
Signs this is happening in your business
- Pilots that ran for a month then stopped receiving updates and nobody knows who to call.
- Operations staff complain an automation produces inconsistent outcomes and they must correct failures manually.
- IT blocks deployment because connectors or credentials were implemented using personal accounts.
- Support tickets spike after a deploy and the builder has moved teams or left.
- Reports depend on fields created by automations that no one documented; an upstream change breaks reporting.
- Executives ask for an SLA and Ops says 'we don’t own that code' while IT says 'we don’t own the process'.
- You cannot answer which automations touch customer data without hunting through five teams' folders.
If several of these are true at the same time, the problem is usually the process rather than the people running it.
What this is costing you a year
(Team hours per week x hourly cost of employees x 52) = annual payroll loss
- People doing this work4
- Hours each per week6
- Hourly cost of employees$45
- Weeks52
The annual payroll cost of four people spending six hours weekly on repetitive manual work.
Find the number before you spend anything
Run the formula above on your three most repetitive processes. If any of them clears a year of a salary, that is the one to bring to a call.
Who should own automation in my company
I use a hybrid model: the team that benefits owns the process outcome, IT owns the platform, security and credentials, and a named Automation Steward is accountable for deployments, monitoring, backlog and day-to-day fixes. This splits responsibility so outcomes are owned, infrastructure is controlled, and maintenance is assigned.
- Outcome Owner (business): owns process metrics, accepts handover and owns change requests.
- Platform / IT Owner: owns platform availability, access control, credentials and security review.
- Automation Steward: named person or vendor accountable for backlog, deployments, monitoring and first-line fixes.
Concrete role responsibilities (one-page RACI)
Use consistent role titles so every handover is unambiguous. Assign who is Responsible, Accountable, Consulted and Informed for build, deploy, run and change activities, and require sign-off at each gate.
- Outcome Owner (Business): Responsible. Owns metrics, user training, business validation and handover acceptance.
- Platform / IT Owner: Accountable for availability, access, credentials, security review and platform costs.
- Automation Steward: Accountable. Maintains backlog, runs deployments, sets up monitoring and handles first-line troubleshooting.
- Executor / Builder: Responsible for building, testing, delivering artifacts, and providing deployment instructions.
- Users (operations): Consulted. Run acceptance tests, follow runbooks and log tickets to the Steward.
- Compliance/Legal: Consulted when data or contracts are involved.
- Finance: Informed. Records licence and maintenance spend.
How to decide who should own a given automation
Decide with simple if/then rules that force trade-offs between control and speed. Ask in order: how many systems are touched, does it handle sensitive data, how often will logic change, how often does it fail, and who benefits from the outcome. Pick the single rule that applies most strongly.
- Touches multiple core systems or needs privileged access: involve IT as Platform Owner early.
- Processes customer-identifiable information: add Compliance review and limit data views.
- Changes weekly or business tweaks logic often: keep Outcome Ownership with Ops and embed the Steward in Ops.
- Low frequency and narrow ROI: use a fractional or outsourced Steward rather than hiring full-time.
- Failures block revenue: require an agreed SLA between Outcome Owner, Steward and Platform Owner.
If you do not name an accountable person, a pilot becomes invisible technical debt inside six months.
The 30/60/90 handover checklist that stops pilots becoming orphans
Make handover gates mandatory. Each gate requires sign-off from the Outcome Owner, Platform Owner and Automation Steward and proves the automation can run without the builder on call.
- 30 days — Operational readiness: runbook stored, basic alerts defined, user training completed, failure modes and rollback drafted.
- 60 days — Reliability and access: monitoring tied to ticketing, escalation path tested, credentials handed to IT, two people trained on runbook.
- 90 days — Ownership and improvement: automation logged in central inventory, maintenance window scheduled, SLA for fixes agreed and handover recorded.
- Documentation at each gate: purpose, inputs/outputs, dependencies, data touched, test cases, contacts, deployment and rollback steps, monthly cost estimate.
Realistic cost-of-ownership guidance
Treat automation as an ongoing operating cost. Expect monthly hours for maintenance, platform licences and occasional rebuilds when upstream systems change. Budget both one-off build costs and recurring maintenance, then measure actual maintenance hours to update estimates.
- Expect ongoing maintenance hours each month that vary with integrations and change cadence; track hours per automation to budget accurately.
- Platform licences and team seats are recurring costs; list licence owners and map costs back to processes.
- Allocate time for monitoring and tuning alerts so false positives become rare instead of noisy.
- Plan for occasional rebuilds when upstream systems change; monitor rebuild frequency over time and reserve budget accordingly.
- Start with a build-heavy budget and rebalance after you record actual maintenance and incident costs.
Cost breakdown — where time and money go
Break costs into build, run and incident buckets so you can assign owners and chargebacks. I track who pays for platform seats, who funds maintenance FTE hours, and who covers emergency rebuilds.
- Build: design, development, testing and initial deployment.
- Run: monitoring, incident response, minor fixes and monthly tuning.
- Incidents: non-routine rebuilds after upstream changes or major bugs.
Automation rarely reduces headcount immediately; it reallocates work and raises margin only when freed capacity is redeployed.
Identify your biggest operational bottleneck
Most owners already know which process is the problem. What they do not have is the annual figure attached to it. That is a 15-minute conversation, not a project.
Governance that prevents orphaned automations
Enforce lightweight governance: a central inventory, naming rules, versioning and a deprecation policy. Make governance a hard condition of production so pilots without handover items do not go live.
- Central inventory: record owners, runbook link, data sensitivity tag and last run date for every automation.
- Naming and versioning: standard prefix for business area and semantic version visible in the inventory.
- SLA for fixes: define severity levels, response times and who pays for out-of-hours work.
- Deprecation policy: flag unused automations, archive after a period and delete after owner approval.
- Approval gate: new pilots require a standard security review and commitment to the 30/60/90 handover.
Staffing options and trade-offs
Choosing where to place the Automation Steward is the core decision. Each option trades speed, control and cost: embed in Ops for speed, place in IT for control, use a fractional steward for rapid skill, or hire when you have many automations and a steady backlog.
- Ops-embedded Steward: fastest for frequent changes; trade-off is weaker platform control and more IT approvals.
- IT-led Steward: stronger controls and lower platform debt; trade-off is slower delivery for business-driven changes.
- Fractional or outsourced Steward: buys technical leadership quickly at higher per-hour cost; good short-term until volume justifies hire. See CTO to your business for leadership options.
- Permanent hire (Automation Engineer): best with many automations and predictable backlog; higher fixed cost but lower marginal cost.
How this fails in practice and the sequence of breakdown
Failures follow a short chain: a helpful builder ships a pilot using personal accounts, monitoring is minimal, upstream changes cause silent failures, tickets stall, and the automation is disabled. Watch for that sequence and enforce ownership and runbooks to stop it.
- Builder ships a pilot with personal credentials and local notes.
- Builder moves on; no one adopts monitoring or runbooks.
- Upstream change causes silent failures and wrong outputs.
- Ops files tickets that cannot be reproduced; IT blocks fixes due to messy access.
- Automation is disabled, cost returns to payroll and trust in automation erodes.
A practical handover — actions to do tomorrow
Pick one automation that delivers visible value, run the RACI template and assign names, then complete the 30-day checklist: write a runbook, wire basic alerts to ticketing and train two people. That exercise reveals whether you need a steward or an external partner.
- Assign Outcome Owner, Platform Owner and Automation Steward using the RACI.
- Document purpose, inputs/outputs, dependencies and test cases in a runbook.
- Create monitoring alerts tied to your ticketing system and train at least two operators.
- Record the automation in the central inventory and schedule the 60- and 90-day gates.
Where to get help building or advising
If you want advisory work that maps automations, produces a RACI and defines a 30/60/90 plan I run short engagements for that purpose. For builds and stewarded handovers I run scoped projects and steward transitions; see Services for options and Portfolio and case studies for examples.
- Advisory engagement: map automations, assign RACI and produce handover plan.
- Build engagement: scoped development and documented handover.
- Stewarded handover: I can run initial steward tasks or hand over to your named steward. See How to work together and Build tech for you.
Where businesses waste the most time
- Re-keying customer dataWastes staff hours and creates data-entry errors that require reworkCopy required fields from one system to another using direct connectors while keeping existing systems in placeA person still checks: A person spot-checks exceptions and approves unusual records
- Manual invoice matchingDelays payments and creates backlog in accounts payableMatch invoices automatically and surface only mismatches for review using current accounting softwareA person still checks: An accountant reviews and resolves flagged mismatches
- Status update emailsStaff spend hours writing routine messages and tracking repliesSend templated messages when status changes in existing systems without replacing themA person still checks: An operations lead reviews template failures and handles escalations
How this compares with what you already run
| Operational area | The manual way | The automated way | Annual business impact |
|---|---|---|---|
| Invoice processing | Staff re-key invoices | Automatic reading and routing | Fewer payment delays and lower payroll for batching tasks |
| Customer onboarding | Manual account setup and status emails | Automated setup and templated communications | Shorter sales-to-revenue time and reduced churn |
| Reconciliation | Daily spreadsheets and manual checks | Automatic comparisons with exceptions | Faster close process and fewer errors |
| Support triage | Agents read and route every ticket | System suggests routing and handles simple cases | Lower first-response time and less agent time on repeats |
| Monthly reporting | Collect data by hand across teams | Pull and combine data automatically with checks | Less leadership time consolidating reports |
What the end-to-end workflow looks like
- IdentifyPick a repeatable manual task with measurable cost and a clear owner.Stays human
- DesignDefine inputs, outputs, acceptance criteria and failure cases with the Outcome Owner.Drafts automated steps replacing manual touches
- BuildExecutor constructs the automation and produces tests and deployment instructions.Performs the repetitive copying, routing or calculation
- TestUsers run acceptance tests and validate edge cases in a pre-production environment.Runs in a sandbox and flags exceptions
- HandoverComplete the 30/60/90 checklist, transfer credentials to IT and record runbooks.Runs under Steward oversight
- OperateMonitoring alerts, tickets and SLA response processes run; the Steward handles first-line fixes.Runs autonomously with alerts for exceptions
- ImproveBacklog items are prioritised and changes scheduled in maintenance windows.Updated in controlled deployments
- RetireIf unused or superseded, follow deprecation policy and archive or delete the automation.Disabled and archived
The metrics that tell you it worked
| Metric | What it tells you |
|---|---|
| Hours reclaimed per week | Measures staff hours no longer spent on the task; shows direct labour savings. |
| Automation uptime | Counts scheduled runs that completed without human intervention; measures reliability. |
| Time to resolve automation failures | Median hours from alert to fix; measures operational responsiveness and SLA adherence. |
| Number of exceptions requiring manual handling | Counts exception cases per period; measures automation quality. |
| Monthly maintenance hours | Total hours spent updating, tuning or fixing automations; used to budget ongoing cost. |
| Cost per process run | Total monthly operating cost divided by number of runs; shows efficiency. |
| Time from business request to production | Weeks between a new automation request and handover sign-off; measures delivery speed. |
When this is the wrong move
- When the process is unstable or poorly defined; automating a broken process locks in waste.
- When usage is extremely low (less than one run per month); maintenance will outweigh value.
- When upstream systems are about to be replaced; wait until the platform landscape stabilises.
- When you cannot name a single accountable person for the result; without accountability the automation will decay.
- When the business will not fund ongoing maintenance and monitoring.
The mistakes that cost the most
- Ownership by committeeNo single person signs off on outcomes because every team assumes someone else will handle failures; result: slow fixes and degraded trust.
- Production without runbooksAutomation moves to production with only the builder's notes; when it fails the organisation lacks steps to diagnose or rollback.
- Treating automation as a one-off projectTeams celebrate a successful pilot then move on; the automation receives zero maintenance budget and breaks when systems change.
- Platform bypassBuilders use personal credentials or unsanctioned tools to deliver speed; IT blocks changes later and access must be rebuilt.
Frequently asked questions
Can IT own automation entirely?
No. IT should own the platform and security, but the business must own the outcome; if IT owns outcomes delivery slows and Ops loses accountability. Keep IT as Platform Owner and require the Outcome Owner to accept results and changes.
Who should be the Automation Steward if we can't hire?
Use a fractional or outsourced steward to start. Name them and make them contractually accountable for deployments, monitoring and SLAs so pilots do not become orphaned until you justify a headcount.
How do I budget for maintenance?
Budget monthly maintenance hours plus licence costs. Start with a conservative allowance, track actual monthly maintenance hours for each automation, and adjust the budget after a few cycles.
What if my team resists an SLA?
Make SLAs proportional to business impact. Use longer response windows for low-impact automations and reserve strict SLAs for revenue-impacting processes; document who pays for out-of-hours fixes.
How often should automations be reviewed?
Review critical automations at least quarterly and lower-impact ones every six months. Include testing during reviews and update runbooks as systems evolve.
Will automations reduce headcount?
Expect work to shift rather than immediate layoffs. Plan how freed capacity will be redeployed into higher-value tasks to preserve morale and improve margins over time.
Stop paying salary for robotic work
Bring your messiest process to a 15-minute audit and we will map where the hours actually go, live on screen. You leave with the number whether or not you work with me.
